Rockfish Historical Harvest Estimates

This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.

Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

• Model: LB_fit_3pH

• Model Run: *Gen4int_indcomp_swhs_gR_FULL_pHB4pars_re0e_thru2024_3e+05__2025-10-24* (Naming convention: modelname_thruYEAR_iters_rundate)

• Proportion of parmaters converged (Rhat <= 1.1): 0.9856

• See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 20.- Residuals from logbook harvests.

SWHS residuals

Figure 21.- Residuals from SWHS harvests.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 23.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2462527

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.16 while 0.84 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_pelagic	11	1	1	0.462	0.459	0.217	0.712	1.016	0.131	0.023	CSEO
p_pelagic	11	1	2	0.397	0.390	0.171	0.654	1.011	0.127	0.055	CSEO
p_yellow	11	1	1	0.525	0.524	0.235	0.836	1.013	0.159	0.006	CSEO
p_yellow	11	1	2	0.445	0.435	0.179	0.785	1.024	0.159	0.063	CSEO
p_pelagic	11	10	1	0.461	0.461	0.222	0.708	1.017	0.128	0.000	CSEO
p_pelagic	11	10	2	0.398	0.393	0.175	0.662	1.019	0.128	0.039	CSEO
p_yellow	11	10	1	0.528	0.527	0.245	0.840	1.014	0.155	0.006	CSEO
p_yellow	11	10	2	0.440	0.425	0.174	0.774	1.021	0.158	0.095	CSEO
p_pelagic	11	11	1	0.463	0.462	0.212	0.718	1.021	0.133	0.008	CSEO
p_pelagic	11	11	2	0.396	0.388	0.167	0.662	1.019	0.129	0.062	CSEO
p_yellow	11	11	1	0.534	0.531	0.250	0.833	1.013	0.156	0.019	CSEO
p_yellow	11	11	2	0.448	0.437	0.181	0.779	1.018	0.157	0.070	CSEO
p_pelagic	11	12	1	0.466	0.468	0.204	0.723	1.017	0.134	-0.015	CSEO
p_pelagic	11	12	2	0.398	0.391	0.171	0.661	1.016	0.128	0.055	CSEO
p_yellow	11	12	1	0.530	0.525	0.241	0.840	1.010	0.155	0.032	CSEO
p_yellow	11	12	2	0.446	0.433	0.177	0.783	1.019	0.159	0.082	CSEO
p_pelagic	11	13	1	0.463	0.463	0.227	0.709	1.016	0.130	0.000	CSEO
p_pelagic	11	13	2	0.398	0.396	0.168	0.653	1.038	0.128	0.016	CSEO
p_yellow	11	13	1	0.532	0.531	0.240	0.840	1.014	0.156	0.006	CSEO
p_yellow	11	13	2	0.443	0.429	0.176	0.804	1.018	0.160	0.088	CSEO
p_pelagic	11	14	1	0.466	0.463	0.217	0.725	1.024	0.132	0.023	CSEO
p_pelagic	11	14	2	0.400	0.395	0.171	0.653	1.010	0.127	0.039	CSEO
p_yellow	11	14	1	0.536	0.535	0.242	0.848	1.017	0.156	0.006	CSEO
p_yellow	11	14	2	0.443	0.429	0.174	0.797	1.017	0.160	0.087	CSEO
p_pelagic	11	15	1	0.460	0.457	0.215	0.714	1.016	0.131	0.023	CSEO
p_pelagic	11	15	2	0.399	0.394	0.166	0.658	1.021	0.128	0.039	CSEO
p_yellow	11	15	1	0.531	0.526	0.238	0.847	1.013	0.157	0.032	CSEO
p_yellow	11	15	2	0.446	0.433	0.174	0.782	1.020	0.160	0.081	CSEO
p_pelagic	11	16	1	0.464	0.462	0.221	0.726	1.014	0.131	0.015	CSEO
p_pelagic	11	16	2	0.397	0.388	0.170	0.656	1.023	0.128	0.070	CSEO
p_yellow	11	16	1	0.527	0.523	0.246	0.838	1.015	0.155	0.026	CSEO
p_yellow	11	16	2	0.441	0.428	0.171	0.775	1.024	0.160	0.081	CSEO
p_pelagic	11	17	1	0.465	0.462	0.220	0.725	1.024	0.131	0.023	CSEO
p_pelagic	11	17	2	0.399	0.392	0.178	0.666	1.017	0.126	0.055	CSEO
p_yellow	11	17	1	0.529	0.522	0.244	0.838	1.020	0.156	0.045	CSEO
p_yellow	11	17	2	0.446	0.430	0.186	0.798	1.023	0.158	0.101	CSEO
p_pelagic	11	18	1	0.468	0.462	0.225	0.714	1.014	0.128	0.047	CSEO
p_pelagic	11	18	2	0.403	0.399	0.173	0.656	1.023	0.127	0.031	CSEO
p_yellow	11	18	1	0.527	0.525	0.241	0.844	1.026	0.157	0.013	CSEO
p_yellow	11	18	2	0.442	0.429	0.178	0.776	1.019	0.156	0.083	CSEO
p_pelagic	11	19	1	0.465	0.465	0.221	0.729	1.014	0.132	0.000	CSEO
p_pelagic	11	19	2	0.401	0.395	0.175	0.656	1.017	0.127	0.047	CSEO
p_yellow	11	19	1	0.530	0.529	0.236	0.845	1.018	0.156	0.006	CSEO
p_yellow	11	19	2	0.444	0.431	0.176	0.785	1.015	0.159	0.082	CSEO
p_pelagic	11	2	1	0.461	0.460	0.211	0.715	1.022	0.133	0.008	CSEO
p_pelagic	11	2	2	0.394	0.389	0.168	0.651	1.013	0.126	0.040	CSEO
p_yellow	11	2	1	0.529	0.531	0.232	0.847	1.014	0.157	-0.013	CSEO
p_yellow	11	2	2	0.444	0.431	0.177	0.794	1.026	0.158	0.082	CSEO
p_pelagic	11	20	1	0.466	0.463	0.217	0.728	1.019	0.132	0.023	CSEO
p_pelagic	11	20	2	0.399	0.392	0.172	0.659	1.011	0.126	0.055	CSEO
p_yellow	11	20	1	0.528	0.527	0.236	0.840	1.010	0.156	0.006	CSEO
p_yellow	11	20	2	0.448	0.435	0.181	0.795	1.020	0.158	0.082	CSEO
p_pelagic	11	21	1	0.468	0.465	0.223	0.721	1.018	0.129	0.023	CSEO
p_yellow	11	21	1	0.532	0.529	0.235	0.843	1.015	0.156	0.019	CSEO
p_yellow	11	21	2	0.444	0.434	0.178	0.782	1.020	0.160	0.062	CSEO
p_pelagic	11	22	2	0.401	0.396	0.180	0.651	1.019	0.122	0.041	CSEO
p_yellow	11	22	1	0.528	0.525	0.247	0.845	1.024	0.157	0.019	CSEO
p_yellow	11	22	2	0.444	0.431	0.182	0.775	1.021	0.155	0.084	CSEO
p_yellow	11	23	1	0.543	0.540	0.269	0.846	1.015	0.148	0.020	CSEO
p_yellow	11	23	2	0.463	0.454	0.181	0.792	1.020	0.160	0.056	CSEO
p_yellow	11	24	1	0.506	0.501	0.224	0.825	1.028	0.155	0.032	CSEO
p_yellow	11	24	2	0.461	0.451	0.188	0.804	1.014	0.162	0.062	CSEO
p_yellow	11	25	1	0.497	0.488	0.225	0.827	1.018	0.157	0.057	CSEO
p_yellow	11	25	2	0.459	0.451	0.184	0.794	1.018	0.160	0.050	CSEO
p_yellow	11	26	1	0.524	0.518	0.248	0.833	1.020	0.152	0.040	CSEO
p_yellow	11	26	2	0.464	0.456	0.186	0.793	1.023	0.163	0.049	CSEO
p_yellow	11	27	1	0.529	0.526	0.248	0.833	1.018	0.152	0.020	CSEO
p_yellow	11	27	2	0.459	0.450	0.191	0.795	1.020	0.158	0.057	CSEO
p_yellow	11	28	1	0.499	0.494	0.220	0.825	1.020	0.155	0.032	CSEO
p_yellow	11	28	2	0.457	0.446	0.188	0.804	1.014	0.159	0.069	CSEO
p_yellow	11	29	1	0.508	0.501	0.228	0.819	1.012	0.155	0.045	CSEO
p_yellow	11	29	2	0.463	0.453	0.190	0.797	1.011	0.159	0.063	CSEO
p_pelagic	11	3	1	0.461	0.459	0.214	0.720	1.020	0.132	0.015	CSEO
p_pelagic	11	3	2	0.398	0.392	0.167	0.658	1.032	0.129	0.047	CSEO
p_yellow	11	3	1	0.528	0.527	0.244	0.841	1.017	0.155	0.006	CSEO
p_yellow	11	3	2	0.444	0.434	0.175	0.782	1.019	0.158	0.063	CSEO
p_pelagic	11	4	1	0.463	0.463	0.210	0.717	1.021	0.134	0.000	CSEO
p_pelagic	11	4	2	0.396	0.387	0.167	0.663	1.020	0.131	0.069	CSEO
p_yellow	11	4	1	0.525	0.521	0.239	0.843	1.019	0.158	0.025	CSEO
p_yellow	11	4	2	0.443	0.425	0.174	0.776	1.025	0.160	0.112	CSEO
p_pelagic	11	5	1	0.460	0.456	0.214	0.720	1.027	0.131	0.031	CSEO
p_pelagic	11	5	2	0.393	0.385	0.170	0.661	1.014	0.127	0.063	CSEO
p_yellow	11	5	1	0.533	0.532	0.234	0.850	1.014	0.160	0.006	CSEO
p_yellow	11	5	2	0.443	0.434	0.179	0.773	1.020	0.156	0.058	CSEO
p_pelagic	11	6	1	0.464	0.464	0.214	0.723	1.029	0.132	0.000	CSEO
p_pelagic	11	6	2	0.396	0.389	0.163	0.659	1.018	0.129	0.054	CSEO
p_yellow	11	6	2	0.442	0.431	0.172	0.796	1.031	0.160	0.069	CSEO
p_pelagic	11	7	1	0.461	0.454	0.218	0.722	1.020	0.133	0.053	CSEO
p_pelagic	11	7	2	0.396	0.389	0.170	0.655	1.018	0.128	0.055	CSEO
p_yellow	11	7	1	0.528	0.525	0.238	0.844	1.020	0.156	0.019	CSEO
p_yellow	11	7	2	0.446	0.435	0.173	0.780	1.014	0.160	0.069	CSEO
p_pelagic	11	8	1	0.458	0.457	0.209	0.711	1.026	0.132	0.008	CSEO
p_pelagic	11	8	2	0.395	0.386	0.172	0.661	1.022	0.129	0.070	CSEO
p_yellow	11	8	1	0.526	0.523	0.250	0.834	1.017	0.154	0.019	CSEO
p_yellow	11	8	2	0.440	0.430	0.178	0.769	1.022	0.156	0.064	CSEO
p_pelagic	11	9	1	0.463	0.465	0.214	0.715	1.012	0.132	-0.015	CSEO
p_pelagic	11	9	2	0.395	0.391	0.166	0.649	1.021	0.126	0.032	CSEO
p_yellow	11	9	1	0.530	0.530	0.248	0.834	1.014	0.156	0.000	CSEO
p_yellow	11	9	2	0.448	0.438	0.178	0.774	1.022	0.160	0.062	CSEO
p_pelagic	13	1	1	0.466	0.470	0.189	0.732	1.060	0.140	-0.029	NSEI
p_pelagic	13	1	2	0.232	0.221	0.072	0.462	1.054	0.102	0.108	NSEI
p_yellow	13	1	1	0.485	0.441	0.143	0.949	1.055	0.228	0.193	NSEI
p_yellow	13	1	2	0.484	0.438	0.137	0.949	1.054	0.230	0.200	NSEI
p_pelagic	13	10	1	0.472	0.475	0.206	0.725	1.060	0.137	-0.022	NSEI
p_pelagic	13	10	2	0.237	0.225	0.079	0.466	1.053	0.100	0.120	NSEI
p_yellow	13	10	1	0.482	0.431	0.143	0.951	1.056	0.230	0.222	NSEI
p_yellow	13	10	2	0.488	0.444	0.142	0.953	1.052	0.229	0.192	NSEI
p_pelagic	13	11	1	0.469	0.466	0.206	0.736	1.049	0.138	0.022	NSEI
p_pelagic	13	11	2	0.233	0.219	0.073	0.461	1.051	0.101	0.139	NSEI
p_yellow	13	11	1	0.482	0.438	0.141	0.950	1.059	0.229	0.192	NSEI
p_yellow	13	11	2	0.488	0.447	0.144	0.954	1.055	0.228	0.180	NSEI
p_pelagic	13	12	1	0.471	0.472	0.213	0.732	1.055	0.136	-0.007	NSEI
p_pelagic	13	12	2	0.235	0.222	0.080	0.464	1.025	0.101	0.129	NSEI
p_yellow	13	12	1	0.488	0.446	0.140	0.951	1.055	0.228	0.184	NSEI
p_yellow	13	12	2	0.494	0.452	0.147	0.953	1.063	0.227	0.185	NSEI
p_pelagic	13	13	1	0.471	0.471	0.214	0.735	1.057	0.137	0.000	NSEI
p_pelagic	13	13	2	0.233	0.217	0.077	0.473	1.042	0.101	0.159	NSEI
p_yellow	13	13	1	0.480	0.433	0.142	0.952	1.053	0.229	0.205	NSEI
p_yellow	13	13	2	0.489	0.447	0.140	0.952	1.058	0.231	0.182	NSEI
p_pelagic	13	14	1	0.477	0.479	0.219	0.726	1.047	0.133	-0.015	NSEI
p_pelagic	13	14	2	0.234	0.221	0.080	0.465	1.039	0.101	0.129	NSEI
p_yellow	13	14	1	0.481	0.440	0.144	0.952	1.063	0.230	0.179	NSEI
p_yellow	13	14	2	0.488	0.443	0.146	0.951	1.060	0.229	0.197	NSEI
p_pelagic	13	15	1	0.478	0.476	0.220	0.734	1.056	0.135	0.015	NSEI
p_pelagic	13	15	2	0.233	0.219	0.079	0.455	1.029	0.099	0.142	NSEI
p_yellow	13	15	1	0.481	0.437	0.145	0.952	1.060	0.230	0.191	NSEI
p_yellow	13	15	2	0.487	0.446	0.149	0.955	1.054	0.229	0.179	NSEI
p_pelagic	13	16	1	0.475	0.475	0.221	0.734	1.043	0.135	0.000	NSEI
p_pelagic	13	16	2	0.234	0.220	0.080	0.469	1.041	0.101	0.139	NSEI
p_yellow	13	16	1	0.484	0.442	0.143	0.949	1.062	0.228	0.184	NSEI
p_yellow	13	16	2	0.482	0.442	0.146	0.952	1.062	0.227	0.176	NSEI
p_pelagic	13	17	1	0.481	0.484	0.233	0.732	1.038	0.131	-0.023	NSEI
p_pelagic	13	17	2	0.237	0.224	0.084	0.457	1.032	0.099	0.131	NSEI
p_yellow	13	17	1	0.478	0.434	0.140	0.952	1.064	0.228	0.193	NSEI
p_yellow	13	17	2	0.484	0.441	0.143	0.955	1.060	0.230	0.187	NSEI
p_pelagic	13	18	1	0.479	0.478	0.231	0.740	1.032	0.133	0.008	NSEI
p_pelagic	13	18	2	0.234	0.220	0.083	0.457	1.028	0.098	0.142	NSEI
p_yellow	13	18	1	0.480	0.438	0.137	0.954	1.060	0.229	0.183	NSEI
p_yellow	13	18	2	0.486	0.446	0.147	0.948	1.059	0.227	0.176	NSEI
p_pelagic	13	19	1	0.478	0.478	0.223	0.726	1.035	0.131	0.000	NSEI
p_pelagic	13	19	2	0.242	0.228	0.086	0.471	1.035	0.101	0.139	NSEI
p_yellow	13	19	1	0.482	0.436	0.137	0.948	1.068	0.228	0.201	NSEI
p_yellow	13	19	2	0.486	0.443	0.154	0.950	1.060	0.227	0.190	NSEI
p_pelagic	13	2	1	0.468	0.469	0.205	0.723	1.063	0.137	-0.007	NSEI
p_pelagic	13	2	2	0.231	0.219	0.071	0.462	1.063	0.102	0.117	NSEI
p_yellow	13	2	1	0.483	0.439	0.148	0.949	1.058	0.229	0.193	NSEI
p_yellow	13	2	2	0.491	0.451	0.148	0.953	1.047	0.227	0.176	NSEI
p_pelagic	13	20	1	0.483	0.484	0.236	0.737	1.027	0.130	-0.008	NSEI
p_pelagic	13	20	2	0.241	0.228	0.086	0.468	1.020	0.100	0.130	NSEI
p_yellow	13	20	1	0.479	0.433	0.146	0.951	1.057	0.227	0.203	NSEI
p_yellow	13	20	2	0.486	0.446	0.141	0.951	1.053	0.227	0.176	NSEI
p_pelagic	13	21	1	0.489	0.487	0.251	0.730	1.015	0.127	0.016	NSEI
p_pelagic	13	21	2	0.243	0.229	0.093	0.469	1.013	0.098	0.143	NSEI
p_yellow	13	21	1	0.476	0.433	0.137	0.952	1.058	0.229	0.188	NSEI
p_yellow	13	21	2	0.486	0.440	0.146	0.949	1.066	0.226	0.203	NSEI
p_pelagic	13	22	2	0.246	0.234	0.091	0.474	1.012	0.098	0.123	NSEI
p_yellow	13	22	1	0.476	0.436	0.136	0.948	1.068	0.229	0.174	NSEI
p_yellow	13	22	2	0.479	0.434	0.147	0.951	1.065	0.228	0.198	NSEI
p_yellow	13	23	1	0.437	0.385	0.110	0.939	1.060	0.230	0.226	NSEI
p_yellow	13	23	2	0.527	0.497	0.173	0.964	1.055	0.221	0.136	NSEI
p_yellow	13	24	1	0.443	0.402	0.113	0.934	1.066	0.228	0.180	NSEI
p_yellow	13	24	2	0.526	0.499	0.178	0.960	1.065	0.218	0.124	NSEI
p_yellow	13	25	1	0.445	0.405	0.120	0.935	1.070	0.224	0.178	NSEI
p_yellow	13	25	2	0.528	0.499	0.173	0.961	1.060	0.218	0.133	NSEI
p_yellow	13	26	1	0.431	0.380	0.112	0.924	1.075	0.225	0.227	NSEI
p_yellow	13	26	2	0.526	0.504	0.174	0.954	1.059	0.214	0.103	NSEI
p_yellow	13	27	1	0.412	0.364	0.112	0.917	1.075	0.217	0.221	NSEI
p_yellow	13	27	2	0.520	0.489	0.176	0.946	1.054	0.211	0.147	NSEI
p_yellow	13	28	1	0.421	0.388	0.111	0.885	1.054	0.207	0.159	NSEI
p_yellow	13	28	2	0.510	0.490	0.176	0.927	1.052	0.200	0.100	NSEI
p_yellow	13	29	1	0.385	0.355	0.108	0.803	1.048	0.184	0.163	NSEI
p_yellow	13	29	2	0.496	0.481	0.172	0.876	1.033	0.186	0.080	NSEI
p_pelagic	13	3	1	0.470	0.472	0.211	0.727	1.053	0.136	-0.015	NSEI
p_pelagic	13	3	2	0.230	0.219	0.069	0.452	1.057	0.101	0.109	NSEI
p_yellow	13	3	1	0.482	0.444	0.153	0.947	1.061	0.226	0.168	NSEI
p_yellow	13	3	2	0.489	0.449	0.145	0.954	1.057	0.229	0.175	NSEI
p_pelagic	13	4	1	0.469	0.473	0.205	0.727	1.042	0.137	-0.029	NSEI
p_pelagic	13	4	2	0.231	0.217	0.078	0.451	1.056	0.099	0.141	NSEI
p_yellow	13	4	1	0.485	0.442	0.136	0.947	1.058	0.231	0.186	NSEI
p_yellow	13	4	2	0.495	0.456	0.148	0.948	1.052	0.228	0.171	NSEI
p_pelagic	13	5	1	0.472	0.475	0.198	0.735	1.051	0.139	-0.022	NSEI
p_pelagic	13	5	2	0.233	0.221	0.077	0.462	1.051	0.101	0.119	NSEI
p_yellow	13	5	1	0.485	0.440	0.147	0.948	1.059	0.229	0.197	NSEI
p_yellow	13	5	2	0.486	0.443	0.144	0.950	1.058	0.230	0.187	NSEI
p_pelagic	13	6	1	0.471	0.475	0.213	0.733	1.062	0.137	-0.029	NSEI
p_pelagic	13	6	2	0.234	0.220	0.075	0.470	1.041	0.101	0.138	NSEI
p_yellow	13	6	1	0.483	0.436	0.138	0.953	1.055	0.230	0.205	NSEI
p_yellow	13	6	2	0.489	0.446	0.146	0.951	1.057	0.228	0.189	NSEI
p_pelagic	13	7	1	0.471	0.470	0.202	0.736	1.058	0.138	0.007	NSEI
p_pelagic	13	7	2	0.230	0.214	0.076	0.460	1.050	0.100	0.159	NSEI
p_yellow	13	7	1	0.484	0.439	0.144	0.952	1.047	0.229	0.196	NSEI
p_yellow	13	7	2	0.489	0.445	0.145	0.952	1.057	0.228	0.193	NSEI
p_pelagic	13	8	1	0.471	0.474	0.207	0.726	1.055	0.137	-0.022	NSEI
p_pelagic	13	8	2	0.233	0.220	0.074	0.464	1.034	0.103	0.126	NSEI
p_yellow	13	8	1	0.482	0.440	0.137	0.950	1.052	0.230	0.183	NSEI
p_yellow	13	8	2	0.487	0.442	0.156	0.954	1.055	0.227	0.198	NSEI
p_pelagic	13	9	1	0.472	0.475	0.205	0.724	1.055	0.136	-0.022	NSEI
p_pelagic	13	9	2	0.234	0.221	0.072	0.462	1.051	0.101	0.128	NSEI
p_yellow	13	9	1	0.484	0.441	0.139	0.949	1.056	0.230	0.187	NSEI
p_yellow	13	9	2	0.485	0.439	0.146	0.953	1.063	0.229	0.201	NSEI
p_slope	14	15	2	0.072	0.053	0.009	0.246	1.014	0.065	0.293	NSEO
p_yellow	15	1	1	0.474	0.344	0.101	0.982	1.569	0.311	0.417	SSEI
p_yellow	15	1	2	0.528	0.424	0.136	0.986	1.517	0.294	0.353	SSEI
p_yellow	15	10	1	0.476	0.347	0.101	0.980	1.560	0.311	0.415	SSEI
p_yellow	15	10	2	0.532	0.430	0.138	0.987	1.558	0.294	0.346	SSEI
p_yellow	15	11	1	0.480	0.348	0.100	0.982	1.580	0.310	0.426	SSEI
p_yellow	15	11	2	0.529	0.422	0.136	0.987	1.552	0.296	0.361	SSEI
p_yellow	15	12	1	0.478	0.357	0.102	0.980	1.573	0.309	0.392	SSEI
p_yellow	15	12	2	0.531	0.428	0.138	0.987	1.560	0.295	0.350	SSEI
p_yellow	15	13	1	0.476	0.345	0.105	0.981	1.584	0.310	0.422	SSEI
p_yellow	15	13	2	0.529	0.419	0.137	0.987	1.530	0.295	0.372	SSEI
p_yellow	15	14	1	0.476	0.342	0.103	0.981	1.580	0.310	0.432	SSEI
p_yellow	15	14	2	0.529	0.426	0.138	0.986	1.528	0.295	0.349	SSEI
p_yellow	15	15	1	0.476	0.342	0.098	0.982	1.575	0.311	0.431	SSEI
p_yellow	15	15	2	0.530	0.417	0.141	0.987	1.552	0.295	0.383	SSEI
p_yellow	15	16	1	0.472	0.333	0.099	0.981	1.574	0.313	0.445	SSEI
p_yellow	15	16	2	0.529	0.420	0.142	0.986	1.573	0.295	0.370	SSEI
p_yellow	15	17	1	0.477	0.348	0.101	0.980	1.561	0.310	0.417	SSEI
p_yellow	15	17	2	0.533	0.425	0.139	0.987	1.546	0.296	0.365	SSEI
p_yellow	15	18	1	0.478	0.346	0.101	0.980	1.578	0.311	0.425	SSEI
p_yellow	15	18	2	0.533	0.434	0.138	0.985	1.526	0.292	0.339	SSEI
p_yellow	15	19	1	0.476	0.343	0.103	0.981	1.562	0.309	0.430	SSEI
p_yellow	15	19	2	0.529	0.420	0.143	0.987	1.550	0.296	0.369	SSEI
p_yellow	15	2	1	0.478	0.345	0.106	0.982	1.583	0.310	0.429	SSEI
p_yellow	15	2	2	0.532	0.422	0.140	0.986	1.555	0.294	0.374	SSEI
p_yellow	15	20	1	0.478	0.351	0.102	0.979	1.581	0.309	0.411	SSEI
p_yellow	15	20	2	0.531	0.430	0.137	0.987	1.548	0.295	0.343	SSEI
p_yellow	15	21	1	0.475	0.343	0.104	0.981	1.572	0.312	0.423	SSEI
p_yellow	15	21	2	0.528	0.417	0.141	0.986	1.561	0.295	0.376	SSEI
p_yellow	15	22	1	0.476	0.342	0.099	0.982	1.564	0.311	0.431	SSEI
p_yellow	15	22	2	0.534	0.430	0.140	0.987	1.558	0.294	0.354	SSEI
p_yellow	15	23	1	0.428	0.271	0.076	0.972	1.579	0.321	0.489	SSEI
p_yellow	15	23	2	0.589	0.517	0.179	0.991	1.515	0.275	0.261	SSEI
p_yellow	15	24	1	0.429	0.279	0.076	0.972	1.595	0.319	0.470	SSEI
p_yellow	15	24	2	0.589	0.514	0.182	0.991	1.506	0.275	0.272	SSEI
p_yellow	15	25	1	0.428	0.274	0.072	0.973	1.597	0.321	0.480	SSEI
p_yellow	15	25	2	0.588	0.514	0.174	0.990	1.508	0.274	0.270	SSEI
p_yellow	15	26	1	0.429	0.274	0.071	0.974	1.585	0.322	0.482	SSEI
p_yellow	15	26	2	0.584	0.505	0.179	0.991	1.506	0.277	0.285	SSEI
p_yellow	15	27	1	0.428	0.282	0.073	0.972	1.605	0.320	0.457	SSEI
p_yellow	15	27	2	0.588	0.515	0.176	0.991	1.508	0.274	0.266	SSEI
p_yellow	15	28	1	0.433	0.290	0.074	0.973	1.610	0.317	0.452	SSEI
p_yellow	15	28	2	0.593	0.516	0.184	0.991	1.484	0.271	0.284	SSEI
p_yellow	15	29	1	0.413	0.277	0.076	0.967	1.618	0.305	0.446	SSEI
p_yellow	15	29	2	0.584	0.516	0.191	0.988	1.528	0.264	0.258	SSEI
p_yellow	15	3	1	0.476	0.345	0.107	0.981	1.582	0.310	0.422	SSEI
p_yellow	15	3	2	0.532	0.423	0.139	0.986	1.534	0.295	0.369	SSEI
p_yellow	15	4	1	0.476	0.345	0.096	0.982	1.563	0.311	0.421	SSEI
p_yellow	15	4	2	0.531	0.432	0.132	0.987	1.528	0.294	0.337	SSEI
p_yellow	15	5	1	0.478	0.349	0.101	0.980	1.557	0.308	0.419	SSEI
p_yellow	15	5	2	0.531	0.428	0.138	0.987	1.530	0.293	0.351	SSEI
p_yellow	15	6	1	0.477	0.343	0.103	0.980	1.562	0.310	0.432	SSEI
p_yellow	15	6	2	0.531	0.434	0.135	0.986	1.552	0.296	0.328	SSEI
p_yellow	15	7	1	0.476	0.345	0.101	0.981	1.556	0.312	0.420	SSEI
p_yellow	15	7	2	0.531	0.429	0.138	0.987	1.532	0.294	0.347	SSEI
p_yellow	15	8	1	0.476	0.343	0.104	0.981	1.562	0.309	0.431	SSEI
p_yellow	15	8	2	0.534	0.427	0.147	0.986	1.555	0.293	0.365	SSEI
p_yellow	15	9	1	0.477	0.351	0.101	0.982	1.562	0.311	0.405	SSEI
p_yellow	15	9	2	0.529	0.425	0.136	0.987	1.552	0.296	0.352	SSEI
p_pelagic	16	1	1	0.388	0.382	0.146	0.659	1.022	0.134	0.045	SSEO
p_pelagic	16	1	2	0.363	0.357	0.134	0.626	1.020	0.131	0.046	SSEO
p_pelagic	16	10	1	0.389	0.381	0.155	0.666	1.012	0.134	0.060	SSEO
p_pelagic	16	10	2	0.369	0.361	0.139	0.636	1.019	0.130	0.061	SSEO
p_pelagic	16	11	1	0.386	0.380	0.151	0.652	1.018	0.132	0.046	SSEO
p_pelagic	16	11	2	0.372	0.365	0.144	0.641	1.011	0.132	0.053	SSEO
p_pelagic	16	12	1	0.391	0.381	0.166	0.659	1.013	0.131	0.077	SSEO
p_pelagic	16	12	2	0.372	0.364	0.142	0.645	1.015	0.132	0.060	SSEO
p_pelagic	16	13	1	0.394	0.388	0.164	0.667	1.015	0.131	0.046	SSEO
p_pelagic	16	13	2	0.371	0.361	0.144	0.644	1.013	0.131	0.076	SSEO
p_pelagic	16	14	1	0.395	0.388	0.162	0.665	1.016	0.133	0.053	SSEO
p_pelagic	16	14	2	0.370	0.361	0.143	0.633	1.017	0.128	0.070	SSEO
p_pelagic	16	15	2	0.378	0.370	0.153	0.652	1.017	0.130	0.062	SSEO
p_pelagic	16	16	2	0.376	0.370	0.156	0.637	1.013	0.127	0.047	SSEO
p_pelagic	16	19	2	0.388	0.382	0.166	0.649	1.010	0.126	0.048	SSEO
p_pelagic	16	2	1	0.388	0.382	0.147	0.663	1.025	0.136	0.044	SSEO
p_pelagic	16	2	2	0.366	0.358	0.145	0.634	1.017	0.130	0.062	SSEO
p_slope	16	27	1	0.141	0.114	0.063	0.335	1.012	0.070	0.386	SSEO
p_pelagic	16	3	1	0.387	0.380	0.155	0.661	1.025	0.133	0.053	SSEO
p_pelagic	16	3	2	0.365	0.355	0.134	0.647	1.022	0.135	0.074	SSEO
p_pelagic	16	4	1	0.384	0.375	0.149	0.659	1.022	0.133	0.068	SSEO
p_pelagic	16	4	2	0.363	0.358	0.131	0.636	1.023	0.131	0.038	SSEO
p_pelagic	16	5	1	0.388	0.382	0.156	0.664	1.020	0.135	0.044	SSEO
p_pelagic	16	5	2	0.362	0.356	0.131	0.631	1.022	0.132	0.046	SSEO
p_pelagic	16	6	1	0.390	0.384	0.145	0.665	1.020	0.137	0.044	SSEO
p_pelagic	16	6	2	0.367	0.360	0.133	0.639	1.022	0.133	0.053	SSEO
p_pelagic	16	7	1	0.387	0.382	0.143	0.659	1.020	0.135	0.037	SSEO
p_pelagic	16	7	2	0.367	0.360	0.138	0.642	1.025	0.133	0.053	SSEO
p_pelagic	16	8	1	0.388	0.381	0.145	0.656	1.017	0.133	0.053	SSEO
p_pelagic	16	8	2	0.368	0.357	0.143	0.642	1.018	0.132	0.084	SSEO
p_pelagic	16	9	1	0.393	0.387	0.154	0.661	1.020	0.133	0.045	SSEO
p_pelagic	16	9	2	0.370	0.364	0.141	0.634	1.018	0.132	0.045	SSEO
p_pelagic	3	1	1	0.542	0.550	0.258	0.791	1.054	0.138	-0.058	PWSI
p_pelagic	3	1	2	0.188	0.176	0.051	0.398	1.040	0.089	0.135	PWSI
p_pelagic	3	10	1	0.541	0.547	0.270	0.784	1.031	0.136	-0.044	PWSI
p_pelagic	3	10	2	0.187	0.174	0.056	0.392	1.024	0.085	0.152	PWSI
p_pelagic	3	11	1	0.543	0.550	0.254	0.790	1.051	0.138	-0.051	PWSI
p_pelagic	3	11	2	0.188	0.174	0.058	0.386	1.035	0.086	0.164	PWSI
p_pelagic	3	12	1	0.544	0.548	0.264	0.783	1.035	0.133	-0.030	PWSI
p_pelagic	3	12	2	0.189	0.177	0.058	0.385	1.019	0.085	0.141	PWSI
p_pelagic	3	13	1	0.548	0.557	0.273	0.790	1.057	0.136	-0.066	PWSI
p_pelagic	3	13	2	0.189	0.177	0.061	0.391	1.015	0.085	0.141	PWSI
p_pelagic	3	14	1	0.547	0.552	0.274	0.786	1.035	0.137	-0.037	PWSI
p_pelagic	3	14	2	0.189	0.174	0.062	0.393	1.020	0.088	0.171	PWSI
p_pelagic	3	15	1	0.547	0.552	0.272	0.782	1.025	0.133	-0.038	PWSI
p_pelagic	3	15	2	0.187	0.174	0.059	0.391	1.020	0.084	0.154	PWSI
p_pelagic	3	16	1	0.551	0.557	0.277	0.803	1.030	0.136	-0.044	PWSI
p_pelagic	3	16	2	0.189	0.175	0.065	0.393	1.017	0.085	0.164	PWSI
p_pelagic	3	17	1	0.546	0.549	0.275	0.789	1.021	0.133	-0.023	PWSI
p_pelagic	3	17	2	0.189	0.176	0.063	0.387	1.017	0.085	0.152	PWSI
p_pelagic	3	18	1	0.549	0.553	0.285	0.786	1.026	0.131	-0.030	PWSI
p_pelagic	3	18	2	0.192	0.179	0.065	0.391	1.018	0.085	0.154	PWSI
p_pelagic	3	19	1	0.548	0.552	0.284	0.778	1.017	0.130	-0.031	PWSI
p_pelagic	3	19	2	0.192	0.179	0.063	0.398	1.017	0.086	0.151	PWSI
p_pelagic	3	2	1	0.543	0.550	0.256	0.779	1.038	0.137	-0.051	PWSI
p_pelagic	3	2	2	0.186	0.172	0.055	0.395	1.029	0.088	0.159	PWSI
p_pelagic	3	3	1	0.541	0.549	0.252	0.785	1.043	0.139	-0.057	PWSI
p_pelagic	3	3	2	0.188	0.172	0.055	0.406	1.022	0.089	0.180	PWSI
p_pelagic	3	4	1	0.544	0.552	0.261	0.790	1.037	0.136	-0.059	PWSI
p_pelagic	3	4	2	0.188	0.174	0.057	0.409	1.035	0.090	0.155	PWSI
p_pelagic	3	5	1	0.543	0.549	0.260	0.783	1.049	0.137	-0.044	PWSI
p_pelagic	3	5	2	0.189	0.174	0.058	0.406	1.019	0.088	0.171	PWSI
p_pelagic	3	6	1	0.546	0.555	0.263	0.790	1.046	0.139	-0.065	PWSI
p_pelagic	3	6	2	0.186	0.175	0.056	0.389	1.033	0.087	0.127	PWSI
p_pelagic	3	7	1	0.543	0.551	0.256	0.796	1.057	0.142	-0.057	PWSI
p_pelagic	3	7	2	0.188	0.175	0.056	0.391	1.028	0.088	0.148	PWSI
p_pelagic	3	8	1	0.543	0.550	0.267	0.788	1.053	0.136	-0.051	PWSI
p_pelagic	3	8	2	0.187	0.173	0.057	0.393	1.023	0.087	0.161	PWSI
p_pelagic	3	9	1	0.539	0.545	0.253	0.783	1.047	0.136	-0.044	PWSI
p_pelagic	3	9	2	0.187	0.174	0.059	0.388	1.035	0.085	0.152	PWSI
p_pelagic	4	1	1	0.578	0.580	0.325	0.798	1.012	0.125	-0.016	PWSO
p_pelagic	4	1	2	0.568	0.571	0.313	0.805	1.011	0.127	-0.024	PWSO
p_pelagic	4	10	2	0.574	0.579	0.320	0.808	1.011	0.127	-0.039	PWSO
p_pelagic	4	11	2	0.577	0.582	0.308	0.809	1.011	0.131	-0.038	PWSO
p_pelagic	4	12	1	0.579	0.585	0.315	0.812	1.013	0.129	-0.047	PWSO
p_pelagic	4	12	2	0.571	0.578	0.309	0.802	1.010	0.127	-0.055	PWSO
p_pelagic	4	13	1	0.578	0.583	0.322	0.807	1.017	0.127	-0.039	PWSO
p_pelagic	4	13	2	0.575	0.578	0.322	0.813	1.013	0.128	-0.023	PWSO
p_pelagic	4	15	2	0.575	0.581	0.309	0.808	1.016	0.130	-0.046	PWSO
p_pelagic	4	16	1	0.580	0.584	0.330	0.808	1.016	0.123	-0.032	PWSO
p_pelagic	4	16	2	0.573	0.576	0.317	0.809	1.013	0.128	-0.023	PWSO
p_pelagic	4	17	1	0.579	0.583	0.330	0.814	1.014	0.128	-0.031	PWSO
p_pelagic	4	17	2	0.573	0.577	0.313	0.808	1.021	0.130	-0.031	PWSO
p_pelagic	4	19	1	0.577	0.586	0.311	0.799	1.012	0.128	-0.071	PWSO
p_pelagic	4	4	1	0.578	0.584	0.322	0.810	1.010	0.128	-0.047	PWSO
p_pelagic	4	4	2	0.576	0.581	0.315	0.808	1.011	0.128	-0.039	PWSO
p_pelagic	4	5	2	0.576	0.581	0.315	0.803	1.012	0.127	-0.040	PWSO
p_pelagic	4	6	1	0.582	0.583	0.320	0.808	1.010	0.127	-0.008	PWSO
p_pelagic	4	8	1	0.577	0.584	0.320	0.809	1.015	0.128	-0.055	PWSO
p_pelagic	4	8	2	0.570	0.574	0.306	0.803	1.019	0.127	-0.031	PWSO
p_pelagic	4	9	2	0.575	0.581	0.316	0.801	1.019	0.128	-0.047	PWSO
p_black	8	40	1	0.471	0.416	0.341	0.961	1.034	0.171	0.321	afognak
p_black	8	48	1	0.522	0.492	0.412	0.962	1.015	0.123	0.243	afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	year	area
tau_beta0_pH	1	1	5.361	2.417	0.086	32.018	1.144	9.645	0.305		CI
mu_beta1_pH	1	1	2.553	2.204	0.957	6.339	1.191	1.483	0.235		CI
beta1_pH	1	1	2.780	2.664	1.853	4.674	1.103	0.663	0.175		CI
beta0_pH	10	1	-0.082	-0.037	-0.884	0.528	1.160	0.366	-0.123		northeast
beta1_pH	10	1	2.666	2.580	1.693	4.040	1.179	0.605	0.142		northeast
beta2_pH	10	1	0.777	0.534	0.209	3.017	1.142	0.808	0.301		northeast
beta2_pH	10	3	0.573	0.262	0.099	3.858	1.157	1.477	0.211		northeast
beta1_pH	11	3	1.822	1.847	0.406	3.130	1.103	0.688	-0.036		CSEO
beta2_pH	11	4	-7.875	-5.025	-20.188	-1.088	4.613	6.366	-0.448		CSEO
beta3_pH	11	4	40.246	40.142	38.899	42.002	1.116	0.838	0.124		CSEO
beta0_pelagic	11		-0.165	-0.123	-0.762	0.192	1.221	0.239	-0.175		CSEO
beta1_pelagic	11		1.187	1.141	0.684	1.888	1.192	0.312	0.148		CSEO
beta1_yellow	11		0.373	0.253	0.012	1.339	1.182	0.473	0.254		CSEO
beta2_pH	12	4	-8.281	-5.894	-20.731	-1.040	3.378	6.306	-0.379		EWYKT
beta0_pH	13	3	1.268	1.291	0.082	2.394	1.115	0.654	-0.035		NSEI
beta1_pH	13	3	1.675	1.680	0.354	2.890	1.119	0.698	-0.007		NSEI
beta2_pH	13	4	-8.180	-5.851	-20.513	-1.020	3.169	6.144	-0.379		NSEI
beta0_pelagic	13		-0.146	-0.048	-1.009	0.232	1.384	0.329	-0.297		NSEI
beta1_pelagic	13		1.634	1.484	0.856	2.906	1.838	0.566	0.265		NSEI
beta2_pelagic	13		0.612	0.339	0.122	3.355	1.130	0.858	0.318		NSEI
beta0_yellow	13		-1.424	-1.382	-2.080	-1.086	1.134	0.265	-0.158		NSEI
beta2_yellow	13		-4.009	-1.537	-17.832	-0.164	1.267	5.009	-0.493		NSEI
beta2_pH	14	4	-8.476	-5.828	-20.195	-1.278	4.195	6.303	-0.420		NSEO
beta0_yellow	14		-0.280	-0.239	-0.693	-0.021	1.177	0.245	-0.167		NSEO
beta0_pH	15	4	0.633	0.637	-0.098	1.333	1.302	0.374	-0.011		SSEI
beta1_pH	15	4	1.396	1.405	0.611	2.172	1.250	0.409	-0.022		SSEI
beta2_pH	15	4	-8.124	-5.762	-20.522	-1.052	3.288	6.144	-0.384		SSEI
beta3_pH	15	4	41.000	40.936	39.066	42.778	1.138	0.911	0.070		SSEI
beta0_pelagic	15		-0.241	-0.218	-0.407	-0.188	1.139	0.064	-0.360		SSEI
beta1_pelagic	15		0.162	0.066	0.011	0.731	1.168	0.202	0.474		SSEI
beta1_yellow	15		1.332	0.236	0.012	4.850	1.636	1.722	0.636		SSEI
beta2_yellow	15		-8.416	-8.775	-18.144	-0.895	1.169	4.216	0.085		SSEI
beta3_yellow	15		33.384	31.776	29.067	42.286	1.246	4.288	0.375		SSEI
beta2_pH	16	1	1.317	1.079	0.650	3.614	1.196	0.732	0.325		SSEO
beta2_pH	16	4	-8.252	-5.912	-20.451	-1.491	3.249	5.986	-0.391		SSEO
beta0_pelagic	16		-0.515	-0.455	-1.337	0.021	1.157	0.351	-0.171		SSEO
mu_beta1_pH	2	3	0.150	0.013	0.000	0.556	6.052	0.214	0.641		NG
tau_beta1_pH	2	3	0.051	0.019	0.010	0.310	1.564	0.089	0.361		NG
mu_beta2_pH	2	1	0.660	0.405	0.028	3.018	1.109	0.886	0.288		NG
beta0_pH	2	1	1.198	1.224	0.593	1.635	1.413	0.276	-0.094		NG
beta1_pH	2	1	1.929	1.875	1.197	3.132	1.411	0.472	0.114		NG
beta2_pH	2	1	1.213	0.989	0.203	2.866	1.139	0.772	0.290		NG
mu_beta1_pH	3	3	0.708	0.000	0.000	3.001	3.848	1.112	0.637		PWSI
tau_beta1_pH	3	3	4.737	0.031	0.011	41.017	1.697	11.860	0.397		PWSI
tau_beta1_pH	3	4	6.880	4.044	0.453	31.705	1.107	9.500	0.299		PWSI
mu_beta2_pH	3	4	-7.774	-5.149	-19.260	-0.562	4.428	6.067	-0.433		PWSI
beta0_pH	3	1	1.166	1.326	-0.549	1.775	1.579	0.553	-0.289		PWSI
beta1_pH	3	1	2.180	1.942	1.100	4.627	1.583	0.858	0.277		PWSI
beta2_pH	3	1	0.911	0.720	0.117	2.396	1.308	0.662	0.289		PWSI
beta3_pH	3	1	32.677	32.833	26.641	36.748	1.177	2.204	-0.071		PWSI
beta4_pH	3	4	0.901	0.588	0.103	3.302	1.138	1.574	0.199		PWSI
beta0_pelagic	3		0.177	0.263	-0.905	0.569	1.273	0.322	-0.267		PWSI
beta1_pelagic	3		0.789	0.719	0.298	1.885	1.219	0.360	0.194		PWSI
beta3_pelagic	3		27.988	28.789	21.709	33.022	1.114	3.124	-0.256		PWSI
beta0_pH	4	1	1.089	1.191	-0.296	1.833	1.231	0.520	-0.196		PWSO
beta1_pH	4	1	2.586	2.382	1.399	5.037	1.229	0.839	0.243		PWSO
beta2_pH	4	1	0.652	0.435	0.132	2.257	1.154	0.560	0.388		PWSO
beta0_pelagic	4		0.336	0.320	-0.051	0.824	1.104	0.214	0.075		PWSO
beta3_pelagic	4		26.627	26.364	23.410	34.145	1.219	2.335	0.113		PWSO
beta2_pH	6	1	0.569	0.271	0.087	3.596	1.111	0.943	0.316		SOKO2SAP
beta3_pH	6	1	33.162	33.238	25.683	40.736	1.107	3.514	-0.022		SOKO2SAP
beta0_pH	8	1	-0.648	-0.568	-1.827	0.067	1.389	0.492	-0.163		afognak
beta2_pH	8	1	0.594	0.294	0.091	3.519	1.188	0.938	0.320		afognak
beta3_pH	8	1	36.792	37.126	29.870	43.071	2.032	4.053	-0.082		afognak
beta4_pH	8	5	0.748	0.604	0.153	2.193	1.139	0.853	0.169		afognak
beta0_pH	9	1	-1.023	-0.953	-2.629	-0.091	1.229	0.629	-0.111		eastside
beta1_pH	9	1	2.917	2.817	1.599	4.728	1.111	0.860	0.116		eastside
beta2_pH	9	3	0.672	0.265	0.100	4.362	1.110	1.557	0.261		eastside
beta3_pH	9	1	30.400	30.451	24.881	35.595	1.146	2.654	-0.019		eastside
beta4_pH	9	3	1.040	0.712	0.158	3.704	1.138	1.567	0.209		eastside
beta4_pH	9	5	0.782	0.565	0.112	2.695	1.127	1.178	0.184		eastside
lambda_H	15		0.021	0.015	0.003	0.070	1.188	0.045	0.134		SSEI

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	983.00	238.00	1,687.00	378.00
Prop. of total	0.81	0.19	0.82	0.18
Prop. median less than 1	0.11	0.21	0.19	0.39
Prop. median less than 10	0.15	0.47	0.33	0.67
Prop. median less than 50	0.23	0.68	0.46	0.81
Median of the median values	975.34	12.11	83.27	2.99
Mean of the median values	1,950.45	256.20	713.97	117.11
Mean skew of posteriors	0.19	0.27	0.26	0.23

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	66.00	8.00	221.00	77.00
Prop. of total	0.89	0.11	0.74	0.26
Prop. median less than 1	0.08	0.50	0.24	0.49
Prop. median less than 10	0.08	0.88	0.38	0.81
Prop. median less than 50	0.11	1.00	0.46	0.95
Median of the median values	3,117.95	1.03	80.10	1.03
Mean of the median values	3,106.98	2.28	290.02	10.54
Mean skew of posteriors	0.32	0.18	0.22	0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
beta0_pelagic	5
beta0_pH	8
beta0_yellow	2
beta1_pelagic	4
beta1_pH	7
beta1_yellow	2
beta2_pelagic	1
beta2_pH	15
beta2_yellow	2
beta3_pelagic	2
beta3_pH	5
beta3_yellow	1
beta4_pH	4
H_ay	2
H_ayu	2
Hb_ayu	1
Ho_ay	5
Ho_ayg	1
Ho_ayu	8
Hp_ayu	1
Hs_ayu	5
Hy_ay	31
Hy_ayg	29
Hy_ayu	31
lambda_H	1
mu_beta1_pH	3
mu_beta2_pH	1
mu_wt	3
p_yellow	58
pH	26
R_ay	22
R_ayg	52
R_ayu	19
Rb_ay	37
Rb_ayg	50
Rb_ayu	2
Rd_ay	2
Rd_ayg	1
Rd_ayu	3
re_pelagic	15
re_pH	45
Ro_ay	53
Ro_ayg	33
Ro_ayu	55
Rp_ay	38
Rp_ayg	52
Rp_ayu	2
Rs_ay	5
Rs_ayg	11
Rs_ayu	30
Ry_ay	49
Ry_ayg	31
Ry_ayu	48
sd2_wt	2
tau_beta0_pH	1
tau_beta1_pH	2

Parameter estimates:

Summary Table of Parameter Estimates

Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.144	0.066	-0.266	-0.147	-0.009
mu_bc_H[2]	-0.103	0.042	-0.176	-0.106	-0.016
mu_bc_H[3]	-0.416	0.070	-0.547	-0.416	-0.275
mu_bc_H[4]	-1.159	0.222	-1.617	-1.151	-0.740
mu_bc_H[5]	1.356	1.373	-0.007	1.061	4.443
mu_bc_H[6]	-2.303	0.353	-2.943	-2.317	-1.558
mu_bc_H[7]	-0.475	0.105	-0.689	-0.472	-0.274
mu_bc_H[8]	0.254	0.343	-0.337	0.226	1.006
mu_bc_H[9]	-0.340	0.149	-0.652	-0.337	-0.049
mu_bc_H[10]	-0.126	0.062	-0.245	-0.126	-0.001
mu_bc_H[11]	-0.112	0.039	-0.187	-0.112	-0.038
mu_bc_H[12]	-0.256	0.113	-0.499	-0.251	-0.050
mu_bc_H[13]	-0.185	0.081	-0.348	-0.183	-0.029
mu_bc_H[14]	-0.346	0.103	-0.556	-0.340	-0.158
mu_bc_H[15]	-0.333	0.048	-0.424	-0.333	-0.239
mu_bc_H[16]	-0.243	0.396	-0.941	-0.259	0.535
mu_bc_R[1]	1.638	0.184	1.263	1.642	2.004
mu_bc_R[2]	1.609	0.091	1.427	1.610	1.785
mu_bc_R[3]	1.370	0.153	1.071	1.375	1.670
mu_bc_R[4]	1.101	0.181	0.755	1.097	1.454
mu_bc_R[5]	1.519	0.796	-0.087	1.552	3.057
mu_bc_R[6]	-2.021	0.712	-3.525	-2.001	-0.660
mu_bc_R[7]	0.301	0.195	-0.077	0.298	0.679
mu_bc_R[8]	0.524	0.230	0.081	0.514	0.991
mu_bc_R[9]	0.628	0.265	0.106	0.634	1.130
mu_bc_R[10]	1.565	0.162	1.249	1.565	1.872
mu_bc_R[11]	0.983	0.133	0.729	0.982	1.252
mu_bc_R[12]	0.953	0.282	0.396	0.949	1.524
mu_bc_R[13]	1.137	0.167	0.813	1.133	1.471
mu_bc_R[14]	1.183	0.214	0.748	1.178	1.607
mu_bc_R[15]	0.693	0.186	0.327	0.694	1.064
mu_bc_R[16]	1.114	0.172	0.780	1.113	1.452
tau_pH[1]	2.413	0.184	2.075	2.403	2.802
tau_pH[2]	1.597	0.154	1.303	1.593	1.914
tau_pH[3]	1.272	0.123	1.056	1.264	1.522
tau_pH[4]	1.155	0.158	0.875	1.144	1.492
tau_pH[5]	0.451	0.080	0.315	0.445	0.625
beta0_pH[1,1]	0.466	0.217	0.017	0.473	0.864
beta0_pH[2,1]	1.198	0.276	0.593	1.224	1.635
beta0_pH[3,1]	1.166	0.553	-0.549	1.326	1.775
beta0_pH[4,1]	1.089	0.520	-0.296	1.191	1.833
beta0_pH[5,1]	-1.322	0.816	-3.656	-1.077	-0.391
beta0_pH[6,1]	-0.817	0.534	-2.039	-0.744	0.006
beta0_pH[7,1]	0.759	0.011	0.738	0.759	0.780
beta0_pH[8,1]	-0.648	0.492	-1.827	-0.568	0.067
beta0_pH[9,1]	-1.023	0.629	-2.629	-0.953	-0.091
beta0_pH[10,1]	-0.082	0.366	-0.884	-0.037	0.528
beta0_pH[11,1]	0.369	0.290	-0.331	0.407	0.829
beta0_pH[12,1]	0.593	0.214	0.146	0.611	0.975
beta0_pH[13,1]	-0.899	0.200	-1.340	-0.889	-0.561
beta0_pH[14,1]	-0.127	0.214	-0.628	-0.108	0.228
beta0_pH[15,1]	-0.043	0.224	-0.587	-0.027	0.329
beta0_pH[16,1]	-0.785	0.241	-1.256	-0.778	-0.361
beta0_pH[1,2]	2.565	0.084	2.403	2.564	2.726
beta0_pH[2,2]	3.080	0.022	3.037	3.080	3.124
beta0_pH[3,2]	3.626	0.041	3.546	3.627	3.710
beta0_pH[4,2]	2.935	0.019	2.899	2.935	2.972
beta0_pH[5,2]	4.667	1.667	2.756	4.314	8.619
beta0_pH[6,2]	3.331	0.158	3.022	3.330	3.647
beta0_pH[7,2]	2.033	0.049	1.939	2.032	2.132
beta0_pH[8,2]	2.822	0.065	2.693	2.821	2.954
beta0_pH[9,2]	3.964	0.210	3.579	3.958	4.387
beta0_pH[10,2]	3.999	0.128	3.763	3.998	4.261
beta0_pH[11,2]	1.885	0.009	1.868	1.885	1.904
beta0_pH[12,2]	1.789	0.068	1.660	1.788	1.928
beta0_pH[13,2]	2.497	0.026	2.445	2.497	2.548
beta0_pH[14,2]	1.803	0.024	1.757	1.803	1.851
beta0_pH[15,2]	2.544	0.017	2.511	2.544	2.577
beta0_pH[16,2]	2.759	0.025	2.712	2.759	2.811
beta0_pH[1,3]	1.011	0.433	0.012	1.084	1.681
beta0_pH[2,3]	2.127	0.017	2.094	2.127	2.161
beta0_pH[3,3]	2.694	0.024	2.647	2.693	2.740
beta0_pH[4,3]	2.980	0.034	2.916	2.980	3.047
beta0_pH[5,3]	3.597	2.388	0.915	2.987	9.989
beta0_pH[6,3]	1.383	0.383	0.724	1.352	2.248
beta0_pH[7,3]	0.859	0.050	0.763	0.858	0.955
beta0_pH[8,3]	0.334	0.219	-0.134	0.343	0.748
beta0_pH[9,3]	-2.357	1.208	-5.016	-2.221	-0.560
beta0_pH[10,3]	-0.781	1.101	-3.500	-0.619	0.855
beta0_pH[11,3]	1.411	0.604	0.209	1.425	2.544
beta0_pH[12,3]	1.057	0.755	-0.538	1.058	2.468
beta0_pH[13,3]	1.268	0.654	0.082	1.291	2.394
beta0_pH[14,3]	0.629	0.443	-0.309	0.649	1.424
beta0_pH[15,3]	0.844	0.455	-0.160	0.857	1.687
beta0_pH[16,3]	1.172	0.676	-0.199	1.175	2.459
beta0_pH[11,4]	0.998	0.380	0.218	1.025	1.687
beta0_pH[12,4]	1.005	0.629	-0.193	0.971	2.275
beta0_pH[13,4]	0.702	0.426	-0.281	0.747	1.406
beta0_pH[14,4]	0.407	0.388	-0.398	0.427	1.103
beta0_pH[15,4]	0.633	0.374	-0.098	0.637	1.333
beta0_pH[16,4]	0.997	0.590	-0.168	0.969	2.217
beta0_pH[11,5]	2.964	0.145	2.697	2.956	3.269
beta0_pH[12,5]	-0.699	0.566	-1.836	-0.697	0.403
beta0_pH[13,5]	4.890	0.416	4.081	4.883	5.762
beta0_pH[14,5]	3.868	0.357	3.203	3.855	4.609
beta0_pH[15,5]	2.279	0.123	2.054	2.276	2.536
beta0_pH[16,5]	0.205	0.097	0.068	0.189	0.433
beta1_pH[1,1]	2.780	0.663	1.853	2.664	4.674
beta1_pH[2,1]	1.929	0.472	1.197	1.875	3.132
beta1_pH[3,1]	2.180	0.858	1.100	1.942	4.627
beta1_pH[4,1]	2.586	0.839	1.399	2.382	5.037
beta1_pH[5,1]	2.934	0.932	1.791	2.672	5.511
beta1_pH[6,1]	2.744	1.087	1.286	2.503	5.524
beta1_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1]	2.864	1.060	1.191	2.763	4.836
beta1_pH[9,1]	2.917	0.860	1.599	2.817	4.728
beta1_pH[10,1]	2.666	0.605	1.693	2.580	4.040
beta1_pH[11,1]	2.923	0.376	2.284	2.910	3.782
beta1_pH[12,1]	2.900	0.299	2.345	2.885	3.519
beta1_pH[13,1]	3.733	0.296	3.236	3.718	4.359
beta1_pH[14,1]	3.065	0.404	2.450	3.026	3.845
beta1_pH[15,1]	2.523	0.302	1.971	2.522	3.172
beta1_pH[16,1]	3.785	0.330	3.194	3.772	4.415
beta1_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,3]	1.658	0.891	0.044	1.606	3.636
beta1_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,3]	3.088	1.659	0.012	3.098	6.621
beta1_pH[9,3]	6.563	2.692	2.981	6.075	12.476
beta1_pH[10,3]	6.468	2.815	2.454	5.931	12.932
beta1_pH[11,3]	1.822	0.688	0.406	1.847	3.130
beta1_pH[12,3]	3.014	0.758	1.584	2.983	4.610
beta1_pH[13,3]	1.675	0.698	0.354	1.680	2.890
beta1_pH[14,3]	2.139	0.511	1.197	2.130	3.171
beta1_pH[15,3]	1.952	0.542	0.910	1.930	3.104
beta1_pH[16,3]	3.347	0.734	1.934	3.336	4.846
beta1_pH[11,4]	1.826	0.463	0.961	1.800	2.746
beta1_pH[12,4]	2.813	0.636	1.565	2.813	4.084
beta1_pH[13,4]	1.311	0.450	0.545	1.266	2.330
beta1_pH[14,4]	1.974	0.457	1.104	1.960	2.875
beta1_pH[15,4]	1.396	0.409	0.611	1.405	2.172
beta1_pH[16,4]	2.950	0.641	1.635	2.974	4.202
beta1_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1]	1.003	0.642	0.266	0.779	2.656
beta2_pH[2,1]	1.213	0.772	0.203	0.989	2.866
beta2_pH[3,1]	0.911	0.662	0.117	0.720	2.396
beta2_pH[4,1]	0.652	0.560	0.132	0.435	2.257
beta2_pH[5,1]	1.648	1.417	0.207	1.268	5.803
beta2_pH[6,1]	0.569	0.943	0.087	0.271	3.596
beta2_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1]	0.594	0.938	0.091	0.294	3.519
beta2_pH[9,1]	0.472	0.473	0.126	0.313	1.845
beta2_pH[10,1]	0.777	0.808	0.209	0.534	3.017
beta2_pH[11,1]	0.631	0.484	0.236	0.489	2.087
beta2_pH[12,1]	1.503	0.795	0.568	1.254	3.630
beta2_pH[13,1]	0.915	0.361	0.491	0.835	1.863
beta2_pH[14,1]	1.099	0.686	0.385	0.894	3.256
beta2_pH[15,1]	0.929	0.555	0.356	0.782	2.646
beta2_pH[16,1]	1.317	0.732	0.650	1.079	3.614
beta2_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,3]	6.618	6.371	0.135	5.139	21.584
beta2_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,3]	2.067	2.156	0.092	1.348	8.076
beta2_pH[9,3]	0.672	1.557	0.100	0.265	4.362
beta2_pH[10,3]	0.573	1.477	0.099	0.262	3.858
beta2_pH[11,3]	-7.305	5.547	-22.276	-5.835	-0.696
beta2_pH[12,3]	-7.683	5.455	-21.873	-6.348	-1.014
beta2_pH[13,3]	-7.464	5.478	-22.283	-6.018	-1.067
beta2_pH[14,3]	-7.269	5.328	-21.706	-5.627	-1.259
beta2_pH[15,3]	-7.683	5.482	-21.934	-6.203	-1.185
beta2_pH[16,3]	-7.494	5.243	-21.755	-6.012	-1.567
beta2_pH[11,4]	-7.875	6.366	-20.188	-5.025	-1.088
beta2_pH[12,4]	-8.281	6.306	-20.731	-5.894	-1.040
beta2_pH[13,4]	-8.180	6.144	-20.513	-5.851	-1.020
beta2_pH[14,4]	-8.476	6.303	-20.195	-5.828	-1.278
beta2_pH[15,4]	-8.124	6.144	-20.522	-5.762	-1.052
beta2_pH[16,4]	-8.252	5.986	-20.451	-5.912	-1.491
beta2_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1]	34.914	1.277	32.784	34.843	38.053
beta3_pH[2,1]	32.193	1.070	30.066	32.160	34.339
beta3_pH[3,1]	32.677	2.204	26.641	32.833	36.748
beta3_pH[4,1]	31.502	2.120	27.422	31.455	35.702
beta3_pH[5,1]	26.954	1.313	23.658	27.167	29.085
beta3_pH[6,1]	33.162	3.514	25.683	33.238	40.736
beta3_pH[7,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1]	36.792	4.053	29.870	37.126	43.071
beta3_pH[9,1]	30.400	2.654	24.881	30.451	35.595
beta3_pH[10,1]	31.913	1.281	29.708	31.861	34.653
beta3_pH[11,1]	31.856	1.189	29.425	31.978	33.842
beta3_pH[12,1]	30.617	0.527	29.489	30.652	31.555
beta3_pH[13,1]	30.953	0.548	29.906	30.947	32.024
beta3_pH[14,1]	32.344	0.720	31.083	32.308	33.871
beta3_pH[15,1]	30.760	0.741	29.242	30.793	32.153
beta3_pH[16,1]	29.802	0.373	29.128	29.772	30.572
beta3_pH[1,2]	32.032	4.567	24.486	31.982	39.609
beta3_pH[2,2]	31.908	4.654	24.394	31.746	39.594
beta3_pH[3,2]	31.520	4.304	24.353	31.578	38.642
beta3_pH[4,2]	31.454	4.317	24.384	31.469	38.656
beta3_pH[5,2]	30.550	7.132	18.736	30.710	42.326
beta3_pH[6,2]	30.324	7.196	18.638	30.344	42.189
beta3_pH[7,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,3]	37.131	2.855	30.294	38.343	39.967
beta3_pH[2,3]	32.067	4.619	24.430	32.093	39.600
beta3_pH[3,3]	31.347	4.338	24.356	31.221	38.622
beta3_pH[4,3]	31.365	4.322	24.364	31.313	38.644
beta3_pH[5,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,3]	41.178	1.679	35.182	41.582	42.882
beta3_pH[9,3]	34.182	1.499	33.029	33.662	38.990
beta3_pH[10,3]	36.921	2.538	33.298	36.349	42.437
beta3_pH[11,3]	40.587	1.117	38.635	40.471	43.018
beta3_pH[12,3]	41.695	1.160	39.021	42.237	42.873
beta3_pH[13,3]	41.232	0.878	39.392	41.224	43.069
beta3_pH[14,3]	40.452	0.671	39.105	40.465	41.715
beta3_pH[15,3]	40.598	0.615	39.129	40.614	41.803
beta3_pH[16,3]	41.980	0.426	41.121	41.992	42.842
beta3_pH[11,4]	40.246	0.838	38.899	40.142	42.002
beta3_pH[12,4]	41.727	0.997	39.497	42.143	42.893
beta3_pH[13,4]	41.726	0.879	39.921	41.856	42.946
beta3_pH[14,4]	40.404	0.651	39.087	40.433	41.621
beta3_pH[15,4]	41.000	0.911	39.066	40.936	42.778
beta3_pH[16,4]	41.876	0.479	40.980	41.919	42.802
beta3_pH[11,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,5]	25.000	0.000	25.000	25.000	25.000
beta4_pH[1,1]	0.258	0.021	0.217	0.258	0.300
beta4_pH[2,1]	0.208	0.005	0.198	0.208	0.218
beta4_pH[3,1]	0.171	0.007	0.157	0.171	0.185
beta4_pH[4,1]	0.291	0.012	0.270	0.291	0.315
beta4_pH[5,1]	0.840	1.112	0.114	0.613	3.018
beta4_pH[6,1]	0.958	1.060	0.215	0.748	2.981
beta4_pH[7,1]	0.836	0.352	0.323	0.776	1.682
beta4_pH[8,1]	0.160	0.071	0.042	0.154	0.313
beta4_pH[9,1]	0.214	0.086	0.060	0.208	0.387
beta4_pH[10,1]	0.001	0.001	0.000	0.001	0.003
beta4_pH[11,1]	0.450	0.012	0.428	0.449	0.473
beta4_pH[12,1]	0.609	0.023	0.565	0.608	0.656
beta4_pH[13,1]	0.625	0.014	0.598	0.625	0.652
beta4_pH[14,1]	0.646	0.031	0.586	0.646	0.706
beta4_pH[15,1]	0.794	0.021	0.753	0.793	0.835
beta4_pH[16,1]	1.077	0.044	0.992	1.077	1.165
beta4_pH[1,2]	0.311	0.094	0.144	0.305	0.506
beta4_pH[2,2]	0.509	0.023	0.465	0.509	0.555
beta4_pH[3,2]	0.443	0.012	0.420	0.443	0.466
beta4_pH[4,2]	0.653	0.037	0.582	0.652	0.727
beta4_pH[5,2]	0.806	0.845	0.110	0.610	2.687
beta4_pH[6,2]	0.960	0.951	0.188	0.756	3.105
beta4_pH[7,2]	0.886	0.443	0.340	0.815	1.859
beta4_pH[8,2]	0.846	0.200	0.487	0.837	1.260
beta4_pH[9,2]	1.195	1.497	0.296	0.895	3.902
beta4_pH[10,2]	0.453	0.052	0.357	0.452	0.559
beta4_pH[11,2]	1.290	0.054	1.185	1.290	1.396
beta4_pH[12,2]	0.571	0.111	0.372	0.566	0.803
beta4_pH[13,2]	0.950	0.044	0.867	0.949	1.037
beta4_pH[14,2]	0.944	0.067	0.815	0.944	1.078
beta4_pH[15,2]	1.015	0.025	0.966	1.015	1.064
beta4_pH[16,2]	1.331	0.097	1.150	1.328	1.531
beta4_pH[1,3]	0.277	0.087	0.119	0.275	0.457
beta4_pH[2,3]	0.046	0.017	0.016	0.045	0.080
beta4_pH[3,3]	0.044	0.010	0.025	0.044	0.063
beta4_pH[4,3]	0.170	0.032	0.110	0.169	0.233
beta4_pH[5,3]	0.822	1.126	0.117	0.596	2.885
beta4_pH[6,3]	0.955	0.951	0.198	0.746	3.014
beta4_pH[7,3]	0.895	0.412	0.333	0.824	1.887
beta4_pH[8,3]	0.427	0.207	0.107	0.397	0.891
beta4_pH[9,3]	1.040	1.567	0.158	0.712	3.704
beta4_pH[10,3]	0.060	0.041	0.003	0.054	0.151
beta4_pH[11,3]	0.364	0.015	0.335	0.364	0.395
beta4_pH[12,3]	0.424	0.044	0.339	0.423	0.512
beta4_pH[13,3]	0.841	0.037	0.772	0.841	0.917
beta4_pH[14,3]	0.821	0.067	0.699	0.820	0.959
beta4_pH[15,3]	0.635	0.017	0.604	0.635	0.669
beta4_pH[16,3]	0.595	0.049	0.506	0.594	0.695
beta4_pH[1,4]	0.642	0.428	0.215	0.565	1.497
beta4_pH[2,4]	0.819	0.932	0.109	0.578	2.933
beta4_pH[3,4]	0.901	1.574	0.103	0.588	3.302
beta4_pH[4,4]	0.738	0.457	0.211	0.632	1.887
beta4_pH[5,4]	0.825	0.933	0.117	0.612	2.915
beta4_pH[6,4]	0.968	0.885	0.198	0.758	3.106
beta4_pH[7,4]	0.885	0.404	0.338	0.814	1.875
beta4_pH[8,4]	0.762	0.664	0.153	0.607	2.324
beta4_pH[9,4]	0.810	0.987	0.115	0.562	2.959
beta4_pH[10,4]	2.157	7.231	0.008	0.407	15.384
beta4_pH[11,4]	0.445	0.017	0.412	0.445	0.477
beta4_pH[12,4]	0.557	0.056	0.453	0.555	0.672
beta4_pH[13,4]	0.934	0.036	0.864	0.934	1.003
beta4_pH[14,4]	0.918	0.075	0.778	0.915	1.070
beta4_pH[15,4]	0.716	0.020	0.678	0.716	0.757
beta4_pH[16,4]	0.606	0.050	0.509	0.604	0.708
beta4_pH[1,5]	0.642	0.360	0.208	0.572	1.500
beta4_pH[2,5]	0.793	0.802	0.101	0.563	2.784
beta4_pH[3,5]	0.928	1.525	0.096	0.595	3.658
beta4_pH[4,5]	0.722	0.578	0.218	0.616	1.885
beta4_pH[5,5]	0.846	1.112	0.130	0.606	3.090
beta4_pH[6,5]	0.977	1.209	0.197	0.739	2.923
beta4_pH[7,5]	0.892	0.461	0.349	0.808	1.911
beta4_pH[8,5]	0.748	0.853	0.153	0.604	2.193
beta4_pH[9,5]	0.782	1.178	0.112	0.565	2.695
beta4_pH[10,5]	2.108	6.045	0.008	0.383	16.890
beta4_pH[11,5]	0.603	0.052	0.505	0.603	0.710
beta4_pH[12,5]	0.590	0.182	0.307	0.567	1.030
beta4_pH[13,5]	0.774	0.062	0.664	0.770	0.901
beta4_pH[14,5]	0.842	0.121	0.632	0.835	1.100
beta4_pH[15,5]	1.147	0.073	1.008	1.145	1.297
beta4_pH[16,5]	26.439	14.533	9.045	22.746	65.613
beta0_pelagic[1]	2.269	0.036	2.200	2.268	2.343
beta0_pelagic[2]	1.538	0.007	1.524	1.538	1.551
beta0_pelagic[3]	0.177	0.322	-0.905	0.263	0.569
beta0_pelagic[4]	0.336	0.214	-0.051	0.320	0.824
beta0_pelagic[5]	1.446	0.156	1.152	1.443	1.768
beta0_pelagic[6]	1.350	0.060	1.238	1.349	1.474
beta0_pelagic[7]	1.485	0.039	1.411	1.484	1.562
beta0_pelagic[8]	1.675	0.042	1.595	1.674	1.757
beta0_pelagic[9]	2.804	0.067	2.674	2.802	2.941
beta0_pelagic[10]	2.603	0.031	2.542	2.602	2.664
beta0_pelagic[11]	-0.165	0.239	-0.762	-0.123	0.192
beta0_pelagic[12]	1.799	0.036	1.733	1.798	1.873
beta0_pelagic[13]	-0.146	0.329	-1.009	-0.048	0.232
beta0_pelagic[14]	-0.241	0.171	-0.621	-0.220	0.048
beta0_pelagic[15]	-0.241	0.064	-0.407	-0.218	-0.188
beta0_pelagic[16]	-0.515	0.351	-1.337	-0.455	0.021
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.789	0.360	0.298	0.719	1.885
beta1_pelagic[4]	0.698	0.239	0.175	0.718	1.133
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.187	0.312	0.684	1.141	1.888
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	1.634	0.566	0.856	1.484	2.906
beta1_pelagic[14]	1.730	0.492	1.015	1.639	3.031
beta1_pelagic[15]	0.162	0.202	0.011	0.066	0.731
beta1_pelagic[16]	1.762	0.616	0.837	1.639	3.020
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.082	5.904	0.160	4.280	20.463
beta2_pelagic[4]	7.881	6.012	0.499	6.544	22.308
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	1.781	1.591	0.234	1.195	5.942
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	0.612	0.858	0.122	0.339	3.355
beta2_pelagic[14]	0.947	0.986	0.203	0.641	4.008
beta2_pelagic[15]	2.646	1.888	0.180	2.288	7.244
beta2_pelagic[16]	0.644	1.041	0.113	0.299	4.092
beta3_pelagic[1]	29.429	6.601	18.501	29.392	40.422
beta3_pelagic[2]	29.596	6.565	18.532	29.619	40.350
beta3_pelagic[3]	27.988	3.124	21.709	28.789	33.022
beta3_pelagic[4]	26.627	2.335	23.410	26.364	34.145
beta3_pelagic[5]	29.410	6.649	18.512	29.453	40.378
beta3_pelagic[6]	29.525	6.683	18.575	29.444	40.474
beta3_pelagic[7]	29.291	6.601	18.684	29.323	40.368
beta3_pelagic[8]	29.507	6.630	18.600	29.425	40.492
beta3_pelagic[9]	29.409	6.708	18.685	29.251	40.438
beta3_pelagic[10]	29.331	6.681	18.549	29.148	40.466
beta3_pelagic[11]	30.137	1.521	27.262	30.079	33.232
beta3_pelagic[12]	29.491	6.628	18.759	29.598	40.416
beta3_pelagic[13]	34.495	2.762	28.012	34.644	39.447
beta3_pelagic[14]	34.390	1.780	31.599	34.127	39.067
beta3_pelagic[15]	32.380	7.433	18.651	34.282	40.878
beta3_pelagic[16]	31.751	3.118	26.178	31.375	39.369
beta0_yellow[1]	-0.481	0.077	-0.636	-0.483	-0.329
beta0_yellow[2]	0.538	0.092	0.327	0.549	0.676
beta0_yellow[3]	-0.214	0.123	-0.443	-0.216	0.010
beta0_yellow[4]	0.917	0.208	0.364	0.956	1.186
beta0_yellow[5]	0.254	0.331	-0.440	0.275	0.832
beta0_yellow[6]	0.813	0.105	0.608	0.812	1.019
beta0_yellow[7]	1.001	0.094	0.808	0.999	1.186
beta0_yellow[8]	1.022	0.092	0.841	1.024	1.204
beta0_yellow[9]	0.476	0.101	0.269	0.477	0.660
beta0_yellow[10]	0.544	0.070	0.407	0.543	0.682
beta0_yellow[11]	-0.221	0.116	-0.461	-0.216	-0.007
beta0_yellow[12]	-1.088	0.094	-1.268	-1.088	-0.903
beta0_yellow[13]	-1.424	0.265	-2.080	-1.382	-1.086
beta0_yellow[14]	-0.280	0.245	-0.693	-0.239	-0.021
beta0_yellow[15]	-1.229	0.107	-1.454	-1.224	-1.037
beta0_yellow[16]	-0.265	0.092	-0.444	-0.266	-0.080
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	0.998	0.248	0.550	0.987	1.471
beta1_yellow[3]	0.473	0.235	0.025	0.484	0.899
beta1_yellow[4]	1.239	0.593	0.611	1.118	3.433
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	0.373	0.473	0.012	0.253	1.339
beta1_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[13]	1.417	1.095	0.056	1.023	4.208
beta1_yellow[14]	0.771	0.935	0.013	0.498	3.799
beta1_yellow[15]	1.332	1.722	0.012	0.236	4.850
beta1_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-7.524	5.777	-21.816	-6.331	-0.410
beta2_yellow[3]	-7.818	5.822	-22.077	-6.582	-0.534
beta2_yellow[4]	-6.186	5.832	-20.288	-4.570	-0.123
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	-8.795	6.391	-24.036	-7.637	-0.531
beta2_yellow[12]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[13]	-4.009	5.009	-17.832	-1.537	-0.164
beta2_yellow[14]	-7.056	6.007	-22.166	-5.512	-0.188
beta2_yellow[15]	-8.416	4.216	-18.144	-8.775	-0.895
beta2_yellow[16]	0.000	0.000	0.000	0.000	0.000
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	29.061	1.433	27.299	28.715	32.702
beta3_yellow[3]	32.612	2.794	25.356	32.704	38.332
beta3_yellow[4]	30.211	3.356	23.774	29.641	35.805
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	34.166	3.188	29.341	33.624	42.122
beta3_yellow[12]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[13]	33.024	2.654	29.161	32.997	39.143
beta3_yellow[14]	33.404	3.143	29.162	33.074	41.644
beta3_yellow[15]	33.384	4.288	29.067	31.776	42.286
beta3_yellow[16]	25.000	0.000	25.000	25.000	25.000
beta0_black[1]	0.009	0.073	-0.131	0.009	0.155
beta0_black[2]	1.855	0.032	1.795	1.854	1.918
beta0_black[3]	1.239	0.037	1.167	1.239	1.313
beta0_black[4]	2.427	0.048	2.334	2.426	2.523
beta0_black[5]	5.131	2.301	1.920	4.682	10.718
beta0_black[6]	5.262	2.196	2.631	4.669	11.110
beta0_black[7]	4.110	2.101	1.659	3.523	9.881
beta0_black[8]	0.877	0.212	0.489	0.870	1.317
beta0_black[9]	2.811	0.271	2.286	2.802	3.352
beta0_black[10]	1.287	0.049	1.189	1.287	1.385
beta0_black[11]	2.980	0.052	2.880	2.980	3.083
beta0_black[12]	4.921	0.194	4.535	4.922	5.299
beta0_black[13]	0.440	0.333	0.015	0.370	1.225
beta0_black[14]	2.853	0.104	2.653	2.851	3.057
beta0_black[15]	0.722	0.051	0.619	0.722	0.823
beta0_black[16]	3.771	0.074	3.628	3.771	3.914
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-2.566	1.754	-6.883	-2.198	-0.298
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	37.388	3.151	28.085	38.051	40.926
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.326	0.090	-0.504	-0.325	-0.151
beta4_black[2]	0.257	0.053	0.154	0.257	0.358
beta4_black[3]	-0.718	0.065	-0.841	-0.716	-0.592
beta4_black[4]	0.628	0.130	0.384	0.624	0.893
beta4_black[5]	0.815	1.745	-1.134	0.484	4.390
beta4_black[6]	0.880	1.477	-0.870	0.560	4.587
beta4_black[7]	0.826	1.567	-0.925	0.522	4.525
beta4_black[8]	0.093	0.283	-0.498	0.097	0.649
beta4_black[9]	1.060	0.839	-0.127	0.898	3.162
beta4_black[10]	0.075	0.064	-0.055	0.075	0.202
beta4_black[11]	-0.610	0.064	-0.738	-0.609	-0.482
beta4_black[12]	1.225	0.288	0.674	1.213	1.814
beta4_black[13]	-1.004	0.077	-1.158	-1.000	-0.858
beta4_black[14]	0.220	0.179	-0.106	0.221	0.586
beta4_black[15]	0.002	0.045	-0.085	0.002	0.089
beta4_black[16]	-0.415	0.119	-0.649	-0.417	-0.176
beta0_dsr[11]	-0.329	0.009	-0.347	-0.329	-0.311
beta0_dsr[12]	1.411	0.044	1.327	1.410	1.500
beta0_dsr[13]	0.154	0.021	0.112	0.155	0.194
beta0_dsr[14]	-0.127	0.017	-0.161	-0.127	-0.094
beta0_dsr[15]	0.205	0.013	0.180	0.205	0.232
beta0_dsr[16]	0.157	0.016	0.126	0.158	0.187
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	0.544	0.036	0.473	0.545	0.615
beta4_dsr[12]	0.797	0.224	0.361	0.790	1.260
beta4_dsr[13]	-0.075	0.040	-0.152	-0.075	0.004
beta4_dsr[14]	-0.207	0.072	-0.348	-0.207	-0.066
beta4_dsr[15]	0.216	0.021	0.173	0.216	0.258
beta4_dsr[16]	-0.049	0.045	-0.140	-0.049	0.038
beta0_slope[11]	-2.209	0.021	-2.251	-2.209	-2.167
beta0_slope[12]	-5.171	0.221	-5.637	-5.159	-4.766
beta0_slope[13]	-1.500	0.034	-1.566	-1.501	-1.436
beta0_slope[14]	-2.712	0.050	-2.809	-2.711	-2.613
beta0_slope[15]	-1.592	0.022	-1.636	-1.591	-1.550
beta0_slope[16]	-2.668	0.038	-2.746	-2.667	-2.597
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.333	0.077	-0.487	-0.333	-0.187
beta4_slope[12]	-4.669	0.802	-6.371	-4.630	-3.226
beta4_slope[13]	0.328	0.053	0.228	0.327	0.434
beta4_slope[14]	-0.164	0.154	-0.479	-0.157	0.126
beta4_slope[15]	-0.360	0.033	-0.424	-0.360	-0.295
beta4_slope[16]	-0.127	0.103	-0.331	-0.127	0.073
beta5_slope[11]	3.070	0.110	2.864	3.067	3.295
beta5_slope[12]	2.000	0.391	1.270	1.980	2.835
beta5_slope[13]	0.876	0.077	0.725	0.876	1.030
beta5_slope[14]	3.760	0.361	3.114	3.743	4.517
beta5_slope[15]	1.308	0.072	1.171	1.308	1.449
beta5_slope[16]	2.739	0.238	2.298	2.733	3.235
tau_comp[1]	3.749	0.300	3.189	3.747	4.348
tau_comp[2]	2.853	0.259	2.367	2.845	3.382
tau_comp[3]	0.871	0.072	0.744	0.867	1.018
tau_comp[4]	1.746	0.270	1.280	1.725	2.329
tau_comp[5]	1.261	0.188	0.932	1.248	1.651
sigma_H[1]	0.196	0.054	0.096	0.193	0.309
sigma_H[2]	0.172	0.029	0.120	0.170	0.233
sigma_H[3]	0.198	0.042	0.126	0.196	0.290
sigma_H[4]	0.394	0.081	0.256	0.387	0.572
sigma_H[5]	1.035	0.221	0.635	1.022	1.499
sigma_H[6]	0.258	0.182	0.014	0.225	0.694
sigma_H[7]	0.277	0.048	0.198	0.272	0.388
sigma_H[8]	0.433	0.085	0.307	0.419	0.629
sigma_H[9]	0.391	0.074	0.277	0.380	0.566
sigma_H[10]	0.226	0.044	0.152	0.221	0.324
sigma_H[11]	0.263	0.044	0.190	0.258	0.363
sigma_H[12]	0.402	0.157	0.204	0.357	0.752
sigma_H[13]	0.203	0.036	0.136	0.201	0.280
sigma_H[14]	0.463	0.090	0.311	0.455	0.659
sigma_H[15]	0.243	0.039	0.177	0.239	0.330
sigma_H[16]	0.221	0.043	0.150	0.216	0.318
lambda_H[1]	2.883	4.823	0.092	1.262	16.145
lambda_H[2]	8.446	7.905	0.698	6.171	29.323
lambda_H[3]	4.669	6.708	0.262	2.481	22.942
lambda_H[4]	0.008	0.006	0.001	0.006	0.023
lambda_H[5]	2.988	8.110	0.015	0.530	23.681
lambda_H[6]	9.625	16.111	0.020	3.327	57.929
lambda_H[7]	0.014	0.010	0.003	0.012	0.042
lambda_H[8]	8.230	10.102	0.002	4.708	34.210
lambda_H[9]	0.020	0.014	0.004	0.017	0.057
lambda_H[10]	0.371	1.183	0.026	0.187	1.647
lambda_H[11]	0.213	0.334	0.009	0.093	1.104
lambda_H[12]	4.558	5.818	0.222	2.743	20.815
lambda_H[13]	3.543	3.384	0.307	2.623	12.119
lambda_H[14]	3.328	3.939	0.232	2.137	13.899
lambda_H[15]	0.021	0.045	0.003	0.015	0.070
lambda_H[16]	0.881	1.842	0.032	0.329	5.203
mu_lambda_H[1]	4.256	1.905	1.166	4.083	8.351
mu_lambda_H[2]	3.900	1.947	0.610	3.751	7.888
mu_lambda_H[3]	3.537	1.842	0.805	3.241	7.813
sigma_lambda_H[1]	8.402	4.306	1.858	7.799	17.909
sigma_lambda_H[2]	8.392	4.633	1.070	7.788	18.316
sigma_lambda_H[3]	6.496	4.111	1.124	5.561	16.531
beta_H[1,1]	6.662	1.243	3.697	6.871	8.442
beta_H[2,1]	9.866	0.494	8.775	9.901	10.776
beta_H[3,1]	7.939	0.810	5.940	8.058	9.316
beta_H[4,1]	13.304	7.826	-1.271	12.935	29.409
beta_H[5,1]	-0.302	2.822	-6.234	-0.130	4.868
beta_H[6,1]	4.641	2.783	-3.081	5.364	7.854
beta_H[7,1]	2.475	5.082	-8.924	2.864	11.708
beta_H[8,1]	2.303	7.482	-2.177	1.278	30.510
beta_H[9,1]	14.086	5.475	4.183	13.780	25.543
beta_H[10,1]	7.125	1.766	3.593	7.167	10.688
beta_H[11,1]	4.549	3.660	-3.388	5.111	10.007
beta_H[12,1]	2.540	1.043	0.724	2.483	4.796
beta_H[13,1]	9.061	0.804	7.200	9.128	10.406
beta_H[14,1]	2.162	0.990	0.183	2.160	4.125
beta_H[15,1]	-6.614	3.654	-13.122	-6.883	1.474
beta_H[16,1]	3.946	2.963	-0.827	3.559	10.961
beta_H[1,2]	7.912	0.260	7.394	7.917	8.411
beta_H[2,2]	10.021	0.132	9.755	10.024	10.272
beta_H[3,2]	8.932	0.201	8.545	8.932	9.334
beta_H[4,2]	2.045	1.497	-0.922	2.066	4.948
beta_H[5,2]	1.804	1.076	-0.378	1.804	3.864
beta_H[6,2]	6.291	0.840	4.453	6.348	7.744
beta_H[7,2]	1.971	0.966	0.207	1.906	4.044
beta_H[8,2]	2.762	1.877	-4.893	3.114	4.159
beta_H[9,2]	2.631	1.010	0.628	2.647	4.597
beta_H[10,2]	8.159	0.368	7.361	8.178	8.841
beta_H[11,2]	9.883	0.660	8.861	9.802	11.337
beta_H[12,2]	3.941	0.365	3.261	3.922	4.652
beta_H[13,2]	9.154	0.232	8.711	9.150	9.603
beta_H[14,2]	4.068	0.344	3.402	4.064	4.745
beta_H[15,2]	11.484	0.662	10.083	11.512	12.705
beta_H[16,2]	4.625	0.834	3.056	4.611	6.313
beta_H[1,3]	8.558	0.261	8.100	8.545	9.097
beta_H[2,3]	10.100	0.116	9.874	10.096	10.328
beta_H[3,3]	9.640	0.167	9.325	9.633	9.986
beta_H[4,3]	-0.578	1.171	-2.716	-0.594	1.917
beta_H[5,3]	4.085	0.698	2.733	4.066	5.479
beta_H[6,3]	7.591	0.861	6.260	7.455	9.811
beta_H[7,3]	-2.040	0.646	-3.335	-2.026	-0.759
beta_H[8,3]	5.346	0.910	4.647	5.165	9.126
beta_H[9,3]	-1.644	0.670	-2.993	-1.645	-0.376
beta_H[10,3]	8.796	0.285	8.264	8.781	9.379
beta_H[11,3]	8.449	0.298	7.825	8.462	8.986
beta_H[12,3]	5.356	0.310	4.658	5.388	5.861
beta_H[13,3]	8.963	0.177	8.616	8.963	9.316
beta_H[14,3]	5.858	0.280	5.248	5.870	6.358
beta_H[15,3]	10.290	0.313	9.684	10.289	10.916
beta_H[16,3]	6.137	0.772	4.556	6.185	7.472
beta_H[1,4]	8.277	0.189	7.885	8.288	8.608
beta_H[2,4]	10.162	0.120	9.901	10.168	10.375
beta_H[3,4]	10.137	0.164	9.778	10.151	10.426
beta_H[4,4]	11.596	0.450	10.721	11.593	12.483
beta_H[5,4]	5.742	0.867	4.370	5.620	7.687
beta_H[6,4]	7.571	0.666	5.851	7.717	8.503
beta_H[7,4]	8.393	0.321	7.763	8.399	9.016
beta_H[8,4]	6.680	0.375	5.478	6.728	7.123
beta_H[9,4]	7.155	0.362	6.433	7.148	7.881
beta_H[10,4]	7.832	0.262	7.357	7.822	8.400
beta_H[11,4]	9.493	0.194	9.120	9.488	9.868
beta_H[12,4]	7.231	0.199	6.845	7.230	7.632
beta_H[13,4]	9.103	0.154	8.818	9.098	9.405
beta_H[14,4]	7.900	0.217	7.469	7.893	8.340
beta_H[15,4]	9.485	0.223	9.026	9.484	9.913
beta_H[16,4]	9.445	0.280	8.960	9.430	10.041
beta_H[1,5]	9.087	0.151	8.775	9.089	9.378
beta_H[2,5]	10.832	0.091	10.656	10.831	11.022
beta_H[3,5]	10.949	0.170	10.626	10.946	11.291
beta_H[4,5]	8.537	0.433	7.695	8.534	9.407
beta_H[5,5]	5.028	0.752	3.208	5.158	6.200
beta_H[6,5]	8.642	0.481	7.926	8.559	9.848
beta_H[7,5]	6.645	0.313	6.025	6.648	7.264
beta_H[8,5]	8.328	0.310	7.928	8.285	9.234
beta_H[9,5]	8.383	0.362	7.633	8.393	9.092
beta_H[10,5]	10.150	0.262	9.616	10.154	10.653
beta_H[11,5]	11.583	0.222	11.145	11.581	12.010
beta_H[12,5]	8.563	0.189	8.185	8.562	8.938
beta_H[13,5]	10.107	0.127	9.867	10.107	10.368
beta_H[14,5]	9.263	0.213	8.862	9.260	9.707
beta_H[15,5]	11.253	0.240	10.774	11.256	11.737
beta_H[16,5]	9.861	0.188	9.473	9.871	10.205
beta_H[1,6]	10.212	0.227	9.856	10.184	10.791
beta_H[2,6]	11.535	0.106	11.332	11.532	11.750
beta_H[3,6]	10.722	0.162	10.375	10.728	11.017
beta_H[4,6]	12.895	0.781	11.358	12.905	14.414
beta_H[5,6]	5.861	0.735	4.606	5.810	7.495
beta_H[6,6]	8.700	0.418	7.798	8.732	9.470
beta_H[7,6]	10.476	0.529	9.426	10.478	11.535
beta_H[8,6]	9.546	0.413	8.492	9.598	10.028
beta_H[9,6]	8.171	0.611	6.982	8.161	9.382
beta_H[10,6]	9.425	0.360	8.638	9.458	10.041
beta_H[11,6]	10.656	0.373	9.874	10.685	11.318
beta_H[12,6]	9.377	0.234	8.931	9.370	9.874
beta_H[13,6]	11.105	0.152	10.814	11.100	11.416
beta_H[14,6]	9.925	0.271	9.376	9.928	10.438
beta_H[15,6]	10.655	0.425	9.807	10.658	11.467
beta_H[16,6]	10.680	0.248	10.183	10.683	11.168
beta_H[1,7]	10.359	1.170	7.325	10.616	11.978
beta_H[2,7]	12.155	0.442	11.190	12.167	12.991
beta_H[3,7]	10.275	0.706	8.740	10.335	11.438
beta_H[4,7]	1.813	4.013	-6.096	1.788	9.734
beta_H[5,7]	6.198	2.467	1.417	6.212	10.926
beta_H[6,7]	8.431	1.734	3.518	8.807	10.666
beta_H[7,7]	7.945	2.650	2.786	7.872	13.292
beta_H[8,7]	11.147	1.623	9.363	10.964	15.007
beta_H[9,7]	5.446	3.131	-0.934	5.518	11.422
beta_H[10,7]	10.188	1.619	7.333	10.041	13.756
beta_H[11,7]	11.604	1.894	8.228	11.426	15.753
beta_H[12,7]	9.925	0.876	7.987	10.002	11.464
beta_H[13,7]	11.734	0.683	10.102	11.804	12.850
beta_H[14,7]	10.636	0.888	8.877	10.661	12.347
beta_H[15,7]	13.541	2.240	9.286	13.472	18.086
beta_H[16,7]	12.661	1.307	10.497	12.491	15.493
beta0_H[1]	8.764	16.114	-26.946	9.011	41.854
beta0_H[2]	10.497	6.393	-3.120	10.538	22.409
beta0_H[3]	9.901	10.334	-11.358	9.990	30.392
beta0_H[4]	6.454	172.347	-319.905	6.821	351.492
beta0_H[5]	4.397	35.033	-63.297	4.104	73.123
beta0_H[6]	7.904	26.668	-49.288	7.876	65.745
beta0_H[7]	8.194	129.565	-249.727	7.838	263.653
beta0_H[8]	6.477	54.953	-22.177	6.443	37.728
beta0_H[9]	5.274	107.975	-219.158	6.947	238.342
beta0_H[10]	9.334	34.754	-61.349	9.274	82.321
beta0_H[11]	10.876	57.858	-113.104	9.753	133.725
beta0_H[12]	6.466	10.617	-14.866	6.575	27.728
beta0_H[13]	9.423	10.076	-11.991	9.845	28.429
beta0_H[14]	7.337	11.641	-16.461	7.111	31.531
beta0_H[15]	7.351	112.412	-229.234	8.983	234.695
beta0_H[16]	8.422	29.078	-54.055	8.004	72.242